# change cwd to project root
import os
import plotly
import pandas as pd
import numpy as np
import plotly.figure_factory as ff
os.chdir("../../../..")

Initial Model Analysis

# Imports and notebook setup for parser

from src.midterm import AtlasCountyParser
parser = AtlasCountyParser()
parser.dataFrame = pd.read_csv('src/midterm/data/initial_model.csv',index_col=0)
plotly.offline.init_notebook_mode()

Number of counties in the US

counting the number of counties that are analyzed within the data

parser.dataFrame.index.size

3210

Food Desert Counties

counting the number of counties that are marked as food deserts by the USDA Model

parser.dataFrame['USDA Model'].sum()

568

Visualization

using plotly we can look at a visual representation of what counties are food deserts within the continental US. > red = Food Desert

scl = ["#0000FF","#ff0000"]

endpts = list(np.linspace(0,1,len(scl) -1))
fips = parser.dataFrame.index.tolist()
values= parser.dataFrame["USDA Model"].tolist()

fig = ff.create_choropleth(
    fips=fips, values=values, scope=['usa'],
    binning_endpoints=endpts,
    colorscale=scl,
    show_state_data=False,
    show_hover=False, centroid_marker={'opacity':0},
    asp=2.9, title="Food Deserts"
)
plotly.offline.iplot(fig, filename='choropleth_full_usa')

/usr/local/lib64/python3.6/site-packages/pandas/core/frame.py:6692: FutureWarning:

Sorting because non-concatenation axis is not aligned. A future version
of pandas will change to not sort by default.

To accept the future behavior, pass 'sort=False'.

To retain the current behavior and silence the warning, pass 'sort=True'.